{"slug":"github-qdrant-vertical-scaling","source_name":"github/qdrant-vertical-scaling","name":"Github/Qdrant Vertical Scaling","description":"Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.","version":1,"lift":{"pass_rate_delta_pts":40.91,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":-13.5,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-28T10:28:10.168198+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40.91,"with_pass_pct":100,"without_pass_pct":59.1,"tokens_delta_pct":-13.5,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-28T10:28:10.168198+00:00","run_id":"3d48dfed-cb59-4e91-a16b-ec96e7295982","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"014cbbb54419e60840b428b057895e8a1b22fe3905174511c4185cf1b5329624","raw_url":"https://app.decimal.ai/s/github-qdrant-vertical-scaling/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/github-qdrant-vertical-scaling"}